{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from yldiffusers import DDPM\n",
    "ddpm = DDPM()\n",
    "ddpm.load('ddpm/oxford-102-flowers_128_conditional_ddpm_0/conditional_ddpm_pipeline.pickle', 'ddpm/oxford-102-flowers_128_conditional_ddpm_0/conditional_ddpm_config.pickle')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "🚀yl-diffusion generation starts!\n"
     ]
    },
    {
     "data": {
      "text/plain": "  0%|          | 0/500 [00:00<?, ?it/s]",
      "application/vnd.jupyter.widget-view+json": {
       "version_major": 2,
       "version_minor": 0,
       "model_id": "5f7692b978b64f6989f10ba6b1d45f01"
      }
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Speed 126775.2ms generate one image\n"
     ]
    }
   ],
   "source": [
    "ddpm.generate(label_index=0, batch_size=4)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [
    "ddpm.save_image(image_type='jpg')"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
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